"Another day, another victory!" Chloe exclaimed, throwing her arms wide as she exited the library. She'd just aced her history exam and felt like she could leap over the buildings. The sun felt especially warm on her skin, the air crackled with energy. Her graduation was just around the corner, and she could practically visualize herself walking across the stage, her diploma in hand.

A student, tears streaming down her face, approached her. “Did you see the email?” Chloe’s elation evaporated as she read the subject line: “Urgent: Institutional Changes.” The words seemed to swim on the screen. The weight of the news was crushing. The buildings that had seemed so imposing a few moments before now appeared to be closing in on her. The future, once a clear path, dissolved into a confusing, distorted maze. Her graduation felt like a distant dream.

Emotion: vibrant

Cluster: Positive / Joy
PC1 (Valence): 2.83 Positive
PC2 (Disposition): -1.36

Role in Research

This story is one of 1,000 stories generated for the emotion vibrant. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 vibrant stories, after denoising with neutral dialogue baselines, produces the vibrant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vibrant vector is projected through the unembedding matrix.

Promoted:
la0.518
!0.459
!".0.436
de0.434
!).0.409
Suppressed:
S-0.890
L-0.478
P-0.407
H-0.365
😞-0.306